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Mokaya M, Kyallo F, Yiga P, Koole JL, Boedt T, Vangoitsenhoven R, Matthys C. Designing Mobile Phone Text Messages Using the Behavior Change Wheel Framework to Influence Food Literacy in Adults With Type 2 Diabetes in Kenya: Protocol for a Systematic Development Study. JMIR Res Protoc 2023; 12:e48271. [PMID: 38048150 PMCID: PMC10728794 DOI: 10.2196/48271] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2023] [Revised: 09/30/2023] [Accepted: 10/10/2023] [Indexed: 12/05/2023] Open
Abstract
BACKGROUND The worldwide prevalence of type 2 diabetes (T2D) has increased in the past decade, and it is projected to increase by 126% by 2045 in Africa. At the same time, mobile phone use has increased in Africa, providing a potential for innovative mobile health interventions to support diabetes care. OBJECTIVE This study aimed to apply the Behavior Change Wheel (BCW) framework to develop text messages to influence food literacy in adults with T2D in urban Kenya. METHODS The 8 steps of the BCW framework guided the development of text messages: (1) Define the problem in behavioral terms; (2) select target behaviors; (3) specify the target behaviors based on who needs to perform the behaviors, what needs to change, and when, where, how often, and with whom; (4) identify what needs to change; (5) identify intervention functions; (6) select policy categories; (7) select behavior change techniques (BCTs); and (8) select the mode of delivery. Recent exploratory studies in Kenya and other low- and middle-income countries provided information that was used to contextualize the intervention. RESULTS In step 1, the behavioral problem was defined as unhealthy dietary patterns among adults with T2D. In step 2, based on a qualitative study in the target population, the target behavior was selected to be evaluation of reliable sources of information, and selection and preparation of healthy food. In step 3, unhealthy dietary patterns were selected. In step 4, 10 domains of the Theoretical Domains Framework were identified, and in step 5, 5 intervention functions were linked to the domains and unhealthy dietary patterns were specified. In step 6, communication and regulations were identified as policy categories, while in step 7, 9 BCTs were selected from the Behavior Change Technique Taxonomy version 1. In step 8, the most suitable mode of delivery was determined to be mobile text messages. A total of 36 mobile text messages were developed based on the 9 BCTs. CONCLUSIONS This study shows the step-by-step application of the BCW framework to develop mobile text messages to influence food literacy in adults with T2D. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) RR1-10.2196/48271.
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Affiliation(s)
- Moses Mokaya
- Department of Human Nutrition Sciences, Jomo Kenyatta University of Agriculture and Technology, Nairobi, Kenya
- Experimental and Clinical Endocrinology, Department of Chronic Diseases and Metabolism, KU Leuven, Leuven, Belgium
| | - Florence Kyallo
- Department of Human Nutrition Sciences, Jomo Kenyatta University of Agriculture and Technology, Nairobi, Kenya
| | - Peter Yiga
- Mildmay Research Centre, Kampala, Uganda
| | - Janna Lena Koole
- Experimental and Clinical Endocrinology, Department of Chronic Diseases and Metabolism, KU Leuven, Leuven, Belgium
| | - Tessy Boedt
- Experimental and Clinical Endocrinology, Department of Chronic Diseases and Metabolism, KU Leuven, Leuven, Belgium
| | - Roman Vangoitsenhoven
- Experimental and Clinical Endocrinology, Department of Chronic Diseases and Metabolism, KU Leuven, Leuven, Belgium
- Department of Endocrinology, University Hospitals, Leuven, Belgium
| | - Christophe Matthys
- Experimental and Clinical Endocrinology, Department of Chronic Diseases and Metabolism, KU Leuven, Leuven, Belgium
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Schafer M, Lachman JM, Gardner F, Zinser P, Calderon F, Han Q, Facciola C, Clements L. Integrating intimate partner violence prevention content into a digital parenting chatbot intervention during COVID-19: Intervention development and remote data collection. BMC Public Health 2023; 23:1708. [PMID: 37667352 PMCID: PMC10476288 DOI: 10.1186/s12889-023-16649-w] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2023] [Accepted: 08/29/2023] [Indexed: 09/06/2023] Open
Abstract
BACKGROUND Intimate partner violence (IPV) is a serious public health issue which experienced a sharp incline during the onset of COVID-19. Increases in other forms of violence, such as violence against children (VAC), have also been linked to the pandemic, and there have been calls for greater prevention efforts that tackle both forms of violence concurrently. The COVID-19 crisis has highlighted the urgent need for evidence-based and scalable violence prevention interventions that target multiple forms of family violence. Parenting programmes have shown promising results in preventing various forms of family violence, including IPV and VAC, and have recently experienced an expansion in delivery, with digital intervention formats growing. This paper describes the development and evaluation of the IPV prevention content designed and integrated into ParentText, a chatbot parenting intervention adapted from Parenting for Lifelong Health programmes. METHODS The ParentText IPV prevention content was developed using the Six Steps in Quality Intervention Development (6SQuID) framework. This involved targeted literature searches for key studies to identify causal factors associated with IPV and determining those with greatest scope for change. Findings were used to develop the intervention content and theory of change. Consultations were held with academic researchers (n = 5), practitioners (n = 5), and local community organisations (n = 7), who reviewed the content. A formative evaluation was conducted with parents in relationships (n = 96) in Jamaica to better understand patterns in user engagement with the intervention and identify strategies to further improve engagement. RESULTS Using the 6SQuID model, five topics on IPV prevention were integrated into the ParentText chatbot. Text-messages covering each topic, including additional materials such as cartoons and videos, were also developed. The formative evaluation revealed an average user-engagement length of 14 days, 0.50 chatbot interactions per day, and over half of participants selected to view additional relationship content. CONCLUSIONS This article provides a unique contribution as the first to integrate IPV prevention content into a remotely delivered, digital parenting intervention for low-resource settings. The findings from this research and formative evaluation shed light on the promising potential of chatbots as scalable and accessible forms of violence prevention, targeting multiple types of family violence.
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Affiliation(s)
- Moa Schafer
- Centre for Evidence Based Intervention, Department of Social Policy and Intervention, University of Oxford, Oxford, United Kingdom.
| | - Jamie M Lachman
- Centre for Evidence Based Intervention, Department of Social Policy and Intervention, University of Oxford, Oxford, United Kingdom
- Social and Public Health Sciences Unit, University of Glasgow, Glasgow, Scotland
- Centre for Social Science Research, University of Cape Town, Cape Town, South Africa
| | - Frances Gardner
- Centre for Evidence Based Intervention, Department of Social Policy and Intervention, University of Oxford, Oxford, United Kingdom
| | - Paula Zinser
- Centre for Evidence Based Intervention, Department of Social Policy and Intervention, University of Oxford, Oxford, United Kingdom
| | - Francisco Calderon
- Centre for Evidence Based Intervention, Department of Social Policy and Intervention, University of Oxford, Oxford, United Kingdom
| | - Qing Han
- Centre for Evidence Based Intervention, Department of Social Policy and Intervention, University of Oxford, Oxford, United Kingdom
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Dawson AZ, Walker RJ, Campbell JA, Williams JS, Egede LE. Prevalence and sociodemographic correlates of diabetes among adults in Namibia and South Africa. J Natl Med Assoc 2022; 113:636-644. [PMID: 34176662 PMCID: PMC8702571 DOI: 10.1016/j.jnma.2021.05.015] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2021] [Revised: 05/24/2021] [Accepted: 05/31/2021] [Indexed: 01/03/2023]
Abstract
OBJECTIVE The aims of this study were to understand the prevalence and sociodemographic characteristics associated with diabetes among adults in Namibia and South Africa. METHODS Data from the Demographic and Health Survey for Namibia (2013) and South Africa (2016) were analyzed. The dependent variable, diabetes, was defined using lab values for blood glucose≥ 126 for Namibia, and hemoglobin A1c (HbA1c) ≥ 6.5% for South Africa. Logistic regression was used to identify independent correlates of diabetes for each country. Demographic (age, sex, geographic location, number of children), economic (wealth index, education level), and cultural (religion - Namibia, ethnicity - South Africa) factors were added in blocks to the models. RESULTS In Namibia, 4.6% had diabetes based on blood glucose, and 14.6% had diabetes based on HbA1c in South Africa. In Namibia, after adjustment, higher wealth was independently associated with diabetes (OR:1.67; 95% CI: 1.11, 2.50). In South Africa, after adjustment, those who were older (OR: 1.06; 95% CI: 1.04, 1.07), female (OR: 1.25; 95% CI: 1.03, 1.52), lived in a rural area (OR: 1.54; 95% CI: 1.20, 1.96), and Black (OR: 2.27; 95% CI: 1.17, 4.42) or Other (OR: 5.74; 95% CI: 2.50, 13.20) compared to White, had increased odds of diabetes. CONCLUSIONS Prevalence of diabetes is high in South Africa and relatively low in Namibia using reliable laboratory diagnostic indices. Strategies to address the rising burden of non-communicable diseases like diabetes are needed in sub-Saharan Africa.
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Affiliation(s)
- Aprill Z. Dawson
- Division of General Internal Medicine, Department of Medicine, Medical College of Wisconsin, 8701 Watertown Plank Road, Milwaukee, WI 53226,Center for Advancing Population Science, Medical College of Wisconsin, 8701 Watertown Plank Road, Milwaukee, WI 53226
| | - Rebekah J. Walker
- Division of General Internal Medicine, Department of Medicine, Medical College of Wisconsin, 8701 Watertown Plank Road, Milwaukee, WI 53226,Center for Advancing Population Science, Medical College of Wisconsin, 8701 Watertown Plank Road, Milwaukee, WI 53226
| | - Jennifer A. Campbell
- Division of General Internal Medicine, Department of Medicine, Medical College of Wisconsin, 8701 Watertown Plank Road, Milwaukee, WI 53226,Center for Advancing Population Science, Medical College of Wisconsin, 8701 Watertown Plank Road, Milwaukee, WI 53226
| | - Joni S. Williams
- Division of General Internal Medicine, Department of Medicine, Medical College of Wisconsin, 8701 Watertown Plank Road, Milwaukee, WI 53226,Center for Advancing Population Science, Medical College of Wisconsin, 8701 Watertown Plank Road, Milwaukee, WI 53226
| | - Leonard E. Egede
- Division of General Internal Medicine, Department of Medicine, Medical College of Wisconsin, 8701 Watertown Plank Road, Milwaukee, WI 53226,Center for Advancing Population Science, Medical College of Wisconsin, 8701 Watertown Plank Road, Milwaukee, WI 53226
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Feasey HRA, Burke RM, Nliwasa M, Chaisson LH, Golub JE, Naufal F, Shapiro AE, Ruperez M, Telisinghe L, Ayles H, Miller C, Burchett HED, MacPherson P, Corbett EL. Do community-based active case-finding interventions have indirect impacts on wider TB case detection and determinants of subsequent TB testing behaviour? A systematic review. PLOS GLOBAL PUBLIC HEALTH 2021; 1:e0000088. [PMID: 36962123 PMCID: PMC10021508 DOI: 10.1371/journal.pgph.0000088] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/23/2021] [Accepted: 11/15/2021] [Indexed: 11/18/2022]
Abstract
Community-based active case-finding (ACF) may have important impacts on routine TB case-detection and subsequent patient-initiated diagnosis pathways, contributing "indirectly" to infectious diseases prevention and care. We investigated the impact of ACF beyond directly diagnosed patients for TB, using routine case-notification rate (CNR) ratios as a measure of indirect effect. We systematically searched for publications 01-Jan-1980 to 13-Apr-2020 reporting on community-based ACF interventions compared to a comparison group, together with review of linked manuscripts reporting knowledge, attitudes, and practices (KAP) outcomes or qualitative data on TB testing behaviour. We calculated CNR ratios of routine case-notifications (i.e. excluding cases identified directly through ACF) and compared proxy behavioural outcomes for both ACF and comparator communities. Full text manuscripts from 988 of 23,883 abstracts were screened for inclusion; 36 were eligible. Of these, 12 reported routine notification rates separately from ACF intervention-attributed rates, and one reported any proxy behavioural outcomes. Two further studies were identified from screening 1121 abstracts for linked KAP/qualitative manuscripts. 8/12 case-notification studies were considered at critical or serious risk of bias. 8/11 non-randomised studies reported bacteriologically-confirmed CNR ratios between 0.47 (95% CI:0.41-0.53) and 0.96 (95% CI:0.94-0.97), with 7/11 reporting all-form CNR ratios between 0.96 (95% CI:0.88-1.05) and 1.09 (95% CI:1.02-1.16). One high-quality randomised-controlled trial reported a ratio of 1.14 (95% CI 0.91-1.43). KAP/qualitative manuscripts provided insufficient evidence to establish the impact of ACF on subsequent TB testing behaviour. ACF interventions with routine CNR ratios >1 suggest an indirect effect on wider TB case-detection, potentially due to impact on subsequent TB testing behaviour through follow-up after a negative ACF test or increased TB knowledge. However, data on this type of impact are rarely collected. Evaluation of routine case-notification, testing and proxy behavioural outcomes in intervention and comparator communities should be included as standard methodology in future ACF campaign study designs.
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Affiliation(s)
- Helena R. A. Feasey
- Malawi-Liverpool-Wellcome Trust Clinical Research Programme, Blantyre, Malawi
- TB Centre, London School of Hygiene and Tropical Medicine, London, London
| | - Rachael M. Burke
- Malawi-Liverpool-Wellcome Trust Clinical Research Programme, Blantyre, Malawi
- TB Centre, London School of Hygiene and Tropical Medicine, London, London
| | | | - Lelia H. Chaisson
- Division of Infectious Diseases, Department of Medicine, University of Illinois at Chicago, Chicago, IL, United States of America
| | - Jonathan E. Golub
- Center for Tuberculosis Research, Department of Medicine, Johns Hopkins University, Baltimore, MD, United States of America
| | - Fahd Naufal
- Center for Tuberculosis Research, Department of Medicine, Johns Hopkins University, Baltimore, MD, United States of America
| | - Adrienne E. Shapiro
- Department of Global Health and Department of Medicine, University of Washington, Seattle, WA, United States of America
| | - Maria Ruperez
- TB Centre, London School of Hygiene and Tropical Medicine, London, London
| | - Lily Telisinghe
- TB Centre, London School of Hygiene and Tropical Medicine, London, London
- Zambart, University of Zambia School of Public Health, Ridgeway, Zambia
| | - Helen Ayles
- TB Centre, London School of Hygiene and Tropical Medicine, London, London
- Zambart, University of Zambia School of Public Health, Ridgeway, Zambia
| | | | - Helen E. D. Burchett
- Faculty of Public Health & Policy, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - Peter MacPherson
- Malawi-Liverpool-Wellcome Trust Clinical Research Programme, Blantyre, Malawi
- TB Centre, London School of Hygiene and Tropical Medicine, London, London
- Liverpool School of Tropical Medicine, Liverpool, United Kingdom
| | - Elizabeth L. Corbett
- Malawi-Liverpool-Wellcome Trust Clinical Research Programme, Blantyre, Malawi
- TB Centre, London School of Hygiene and Tropical Medicine, London, London
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Farmer A, Bobrow K, Leon N, Williams N, Phiri E, Namadingo H, Cooper S, Prince J, Crampin A, Besada D, Daviaud E, Yu LM, N’goma J, Springer D, Pauly B, Tarassenko L, Norris S, Nyirenda M, Levitt N. Digital messaging to support control for type 2 diabetes (StAR2D): a multicentre randomised controlled trial. BMC Public Health 2021; 21:1907. [PMID: 34674688 PMCID: PMC8529732 DOI: 10.1186/s12889-021-11874-7] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2020] [Accepted: 09/28/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Failure to take medicines for diabetes as prescribed contributes to poor outcomes from the condition. Mobile phones are ubiquitous and short message service (SMS) texts have shown promise as a low-cost intervention. We tested the effectiveness of SMS-text messaging in improving outcomes in adults with type 2 diabetes. METHODS StAR2D was a 12-month two-arm randomised trial of SMS-text messaging and usual care in Cape Town, South Africa and Lilongwe, Malawi. Messages used behaviour change theory and were developed with patients and staff. The intervention group received four messages each week. The primary outcome was change in HbA1c. Secondary outcomes were the proportion of patients who collected > 80% medication and changes in systolic blood pressure, lipids, cardiovascular risk, and the proportion of the participants reaching treatment goals. RESULTS The trial took place between 1 October, 2016 and 1 October 2018, 1186 participants were randomised to intervention (593) and control (593) groups. 91% of participants completed follow-up. There was a reduction in HbA1c (DCCT) in both groups but not in mean change (95% CI) between groups (- 0.08% (- 0.31 to 0.16) (IFCC - 0.82 mmol/mol (- 3.44 to 1.79). There was a small but not significant increase in the proportions of participants likely to have collected 80% or more of medication (Relative risk 1.11 (0.84 to 1.47; P = 0.47). There was a significant difference between groups in change in systolic blood pressure from baseline of 3.46 mmHg (1.48 to 5.44, P = 0.001) in favour of the intervention group. The between group difference in change in 10-year risk of coronary heart disease was - 0.71% (- 1.46 to 0.04, P = 0.064). The proportion of participants meeting treatment goals in the intervention group was 36.0% and in the control group 26.8% (Relative risk 1.36 (1.13 to 1.63, P = 0.001). Participants reported many challenges to adherence despite finding messages acceptable and useful. CONCLUSIONS Whilst SMS text messages do not lead to improved glycaemia in these low-resource settings there appeared to be an impact on blood pressure and achievement of treatment goals but the mechanisms for this are unclear. Text messages alone, may be unsuccessful unless accompanied by health system strengthening and other forms of self-management support for type 2 diabetes. TRIAL REGISTRATION Trial registration: ISRCTN, ISRCTN70768808. Registered 1 July 2015, http://www.isrctn.com/I ISRCTN70768808.
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Affiliation(s)
- A. Farmer
- Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, UK
| | - K. Bobrow
- Chronic Disease Initiative for Africa, University of Cape Town, Cape Town, South Africa
| | - N. Leon
- Health Systems Research Unit, South-African Medical Research Council, Cape Town, South Africa
| | - N. Williams
- Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, UK
| | - E. Phiri
- Malawi Epidemiology and Intervention Research Unit, Lilongwe, Malawi
| | - H. Namadingo
- Malawi Epidemiology and Intervention Research Unit, Lilongwe, Malawi
| | - S. Cooper
- Cochrane South Africa, South African Medical Research Council, Cape Town, South Africa
| | - J. Prince
- Institute of Biomedical Engineering, Oxford, UK
| | - A. Crampin
- Malawi Epidemiology and Intervention Research Unit, Lilongwe, Malawi
| | - D. Besada
- Health Systems Research Unit, South-African Medical Research Council, Cape Town, South Africa
| | - E. Daviaud
- Health Systems Research Unit, South-African Medical Research Council, Cape Town, South Africa
| | - L-M Yu
- Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, UK
| | - J. N’goma
- Kamuzu Central Hospital, Lilongwe, Malawi
| | | | - B. Pauly
- Department of Diabetes and Endocrinology, Chris Hani Baragwanath Academic Hospital, Johannesburg, South Africa
| | | | - S. Norris
- Human Nutrition Unit, South African Medical Research Council, Johannesberg, South Africa
| | - M. Nyirenda
- Malawi Epidemiology and Intervention Research Unit, Lilongwe, Malawi
| | - N. Levitt
- Chronic Disease Initiative for Africa, University of Cape Town, Cape Town, South Africa
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Leon N, Namadingo H, Cooper S, Bobrow K, Mwantisi C, Nyasulu M, Sicwebu N, Crampin A, Levitt N, Farmer A. Process evaluation of a brief messaging intervention to improve diabetes treatment adherence in sub-Saharan Africa. BMC Public Health 2021; 21:1576. [PMID: 34418987 PMCID: PMC8379852 DOI: 10.1186/s12889-021-11552-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2020] [Accepted: 07/26/2021] [Indexed: 11/16/2022] Open
Abstract
Background The SMS text Adherence suppoRt for people with type 2 diabetes (StAR2D) intervention is a pragmatic randomised controlled trial, testing the effectiveness of brief text messaging for improving clinical outcomes and medication adherence. The intervention did not impact glycaemic control. We conducted a pre-and post-trial process evaluation alongside the StAR2D study in Malawi and South Africa, exploring the experiences and perceptions of patient participants, to better understand potential underlying reasons for the trial outcomes. Methods We employed a qualitative research design, including conducting semi structured in-depth interviews and focus groups at both trial sites. Purposive sampling was used to ensure representation of a wide range of patients with type 2 diabetes with regards to age, gender, ethnicity, language, and duration of diabetes. We interviewed the same participants at baseline and at the end of the trial. We used within-case and across-case thematic analysis to identify key themes. Results Brief messages delivered by text were acceptable and useful for addressing informational and support needs for participants. Some participants reported behaviour changes because of the text reminders and advice on a healthy lifestyle. Both participating in the trial and the messages were experienced as a source of support, caring, and motivation. Participants’ ability to act on the messages was limited. A common theme was frustration over the lack of ability to effectively control one’s blood glucose level. They reported a range of routinised, partial diabetes care adherence behaviours, shaped by complex and interacting individual, social, and health service factors. Participant responses and intervention impact were similar across sites, despite differences in health services. Conclusion This process evaluation provided context and insight into the factors influencing participants’ engagement with the text messaging intervention. The complex context in which patients take their diabetes medication, may explain in part, why brief text messaging may have been insufficient to bring about changes in health outcomes. The scale of need for self-management and health service support, suggests that health system strengthening, and other forms of self-management support should accompany digital communication interventions. (Current Controlled Trials ISRCTN70768808, registered 03/08/2015.) Supplementary Information The online version contains supplementary material available at 10.1186/s12889-021-11552-8.
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Affiliation(s)
- N Leon
- South African Medical Research Council, Fransie van Zyl Drive, 7535, Tygerberg, Cape Town, South Africa. .,Department of Epidemiology, School of Public Health, Brown University, Providence, RI, USA.
| | - H Namadingo
- Malawi Epidemiology and Intervention Research Unit, Lilongwe, Malawi
| | - S Cooper
- South African Medical Research Council, Fransie van Zyl Drive, 7535, Tygerberg, Cape Town, South Africa
| | - K Bobrow
- Chronic Disease Initiative for Africa, University of Cape Town, Cape Town, South Africa
| | - C Mwantisi
- Malawi Epidemiology and Intervention Research Unit, Lilongwe, Malawi
| | - M Nyasulu
- Malawi Epidemiology and Intervention Research Unit, Lilongwe, Malawi
| | - N Sicwebu
- Division of Social and Behavioural Science, School of Family Medicine and Public Health, University of Cape Town, Cape Town, South Africa
| | - A Crampin
- Malawi Epidemiology and Intervention Research Unit, Lilongwe, Malawi.,London School of Hygiene and Tropical Medicine, London, UK
| | - N Levitt
- Chronic Disease Initiative for Africa, University of Cape Town, Cape Town, South Africa
| | - A Farmer
- Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, UK
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Osei E, Nkambule SJ, Vezi PN, Mashamba-Thompson TP. Systematic Review and Meta-Analysis of the Diagnostic Accuracy of Mobile-Linked Point-of-Care Diagnostics in Sub-Saharan Africa. Diagnostics (Basel) 2021; 11:diagnostics11061081. [PMID: 34204848 PMCID: PMC8231511 DOI: 10.3390/diagnostics11061081] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2021] [Accepted: 06/08/2021] [Indexed: 12/24/2022] Open
Abstract
Mobile health devices are emerging applications that could help deliver point-of-care (POC) diagnosis, particularly in settings with limited laboratory infrastructure, such as Sub-Saharan Africa (SSA). The advent of Severe acute respiratory syndrome coronavirus 2 has resulted in an increased deployment and use of mHealth-linked POC diagnostics in SSA. We performed a systematic review and meta-analysis to evaluate the accuracy of mobile-linked point-of-care diagnostics in SSA. Our systematic review and meta-analysis were guided by the Preferred Reporting Items requirements for Systematic Reviews and Meta-Analysis. We exhaustively searched PubMed, Science Direct, Google Scholar, MEDLINE, and CINAHL with full text via EBSCOhost databases, from mHealth inception to March 2021. The statistical analyses were conducted using OpenMeta-Analyst software. All 11 included studies were considered for the meta-analysis. The included studies focused on malaria infections, Schistosoma haematobium, Schistosoma mansoni, soil-transmitted helminths, and Trichuris trichiura. The pooled summary of sensitivity and specificity estimates were moderate compared to those of the reference representing the gold standard. The overall pooled estimates of sensitivity, specificity, positive likelihood ratio, negative likelihood ratio, and diagnostic odds ratio of mobile-linked POC diagnostic devices were as follows: 0.499 (95% CI: 0.458–0.541), 0.535 (95% CI: 0.401–0.663), 0.952 (95% CI: 0.60–1.324), 1.381 (95% CI: 0.391–4.879), and 0.944 (95% CI: 0.579–1.538), respectively. Evidence shows that the diagnostic accuracy of mobile-linked POC diagnostics in detecting infections in SSA is presently moderate. Future research is recommended to evaluate mHealth devices’ diagnostic potential using devices with excellent sensitivities and specificities for diagnosing diseases in this setting.
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Affiliation(s)
- Ernest Osei
- Discipline of Public Health Medicine, School of Nursing and Public Health, University of KwaZulu-Natal, Durban 4001, South Africa; (S.J.N.); (P.N.V.); (T.P.M.-T.)
- Correspondence: or ; Tel.: +233-242-012-953
| | - Sphamandla Josias Nkambule
- Discipline of Public Health Medicine, School of Nursing and Public Health, University of KwaZulu-Natal, Durban 4001, South Africa; (S.J.N.); (P.N.V.); (T.P.M.-T.)
| | - Portia Nelisiwe Vezi
- Discipline of Public Health Medicine, School of Nursing and Public Health, University of KwaZulu-Natal, Durban 4001, South Africa; (S.J.N.); (P.N.V.); (T.P.M.-T.)
| | - Tivani P. Mashamba-Thompson
- Discipline of Public Health Medicine, School of Nursing and Public Health, University of KwaZulu-Natal, Durban 4001, South Africa; (S.J.N.); (P.N.V.); (T.P.M.-T.)
- Faculty of Health Sciences, Prinshof Campus, University of Pretoria, Pretoria 0084, South Africa
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